
import numpy as np
import pandas as pd
from matplotlib.colors import ListedColormap
import matplotlib.pyplot as plt
from sklearn import neighbors
from sklearn.metrics import accuracy_score, classification_report
from sklearn.model_selection import train_test_split
from sklearn.model_selection import cross_val_score
from sklearn.preprocessing import StandardScaler
from sklearn.metrics import confusion_matrix
from sklearn.metrics import plot_confusion_matrix
from sklearn.model_selection import StratifiedShuffleSplit
from sklearn.model_selection import StratifiedKFold
from sklearn.model_selection import (TimeSeriesSplit, KFold, ShuffleSplit,
                                     StratifiedKFold, GroupShuffleSplit,
                                     GroupKFold, StratifiedShuffleSplit)
from sklearn.model_selection import TimeSeriesSplit
from scipy.signal import hilbert, chirp 

sc = StandardScaler()


#open the file
fin = open(r"C:\Users\seaso\Desktop\Mehendi\putty.log","r+")

#store data in 2d array
data = [[]]

line = fin.readline()
while(line):
   data.append(line.split('\n'))
   data.append(line.split(','))
   line = fin.readline()

data = data[1:]
# double check the data integrity
print(data)

[['0.22,0.89,0.15,80.22,42.47,-37.64,-24.84,-16.66,-7.93,53181,0', ''], ['0.22', '0.89', '0.15', '80.22', '42.47', '-37.64', '-24.84', '-16.66', '-7.93', '53181', '0\n'], ['0.21,0.91,0.16,80.22,42.47,-37.64,-23.68,-13.18,-5.19,53192,0', ''], ['0.21', '0.91', '0.16', '80.22', '42.47', '-37.64', '-23.68', '-13.18', '-5.19', '53192', '0\n'], ['0.25,0.88,0.16,80.22,42.47,-37.64,-26.61,-18.98,-11.29,53170,0', ''], ['0.25', '0.88', '0.16', '80.22', '42.47', '-37.64', '-26.61', '-18.98', '-11.29', '53170', '0\n'], ['0.19,0.93,0.16,80.22,42.47,-37.64,-21.36,-8.54,-2.20,53208,0', ''], ['0.19', '0.93', '0.16', '80.22', '42.47', '-37.64', '-21.36', '-8.54', '-2.20', '53208', '0\n'], ['0.19,0.93,0.16,80.22,42.47,-37.64,-17.52,-4.15,1.40,53219,0', ''], ['0.19', '0.93', '0.16', '80.22', '42.47', '-37.64', '-17.52', '-4.15', '1.40', '53219', '0\n'], ['0.19,0.93,0.14,80.22,42.47,-37.64,-14.53,-3.97,4.52,53230,0', ''], ['0.19', '0.93', '0.14', '80.22', '42.47', '-37.64', '-14.53', '-3.97', '4.52', '53230', '0\n'], ['0.20,0.93,0.13,80.22,42.47,-37.64,-12.57,-5.25,7.87,53242,0', ''], ['0.20', '0.93', '0.13', '80.22', '42.47', '-37.64', '-12.57', '-5.25', '7.87', '53242', '0\n'], ['0.21,0.94,0.13,80.22,42.47,-37.64,-10.80,-7.45,10.50,53253,0', ''], ['0.21', '0.94', '0.13', '80.22', '42.47', '-37.64', '-10.80', '-7.45', '10.50', '53253', '0\n'], ['0.23,0.94,0.12,81.40,42.47,-36.50,-8.67,-10.07,12.88,53265,0', ''], ['0.23', '0.94', '0.12', '81.40', '42.47', '-36.50', '-8.67', '-10.07', '12.88', '53265', '0\n'], ['0.23,0.93,0.12,81.40,42.47,-36.50,-6.23,-13.12,15.38,53276,0', ''], ['0.23', '0.93', '0.12', '81.40', '42.47', '-36.50', '-6.23', '-13.12', '15.38', '53276', '0\n'], ['0.23,0.91,0.11,81.40,42.47,-36.50,-3.60,-16.36,18.31,53288,0', ''], ['0.23', '0.91', '0.11', '81.40', '42.47', '-36.50', '-3.60', '-16.36', '18.31', '53288', '0\n'], ['0.21,0.90,0.10,81.40,42.47,-36.50,-1.22,-18.19,21.61,53300,0', ''], ['0.21', '0.90', '0.10', '81.40', '42.47', '-36.50', '-1.22', '-18.19', '21.61', '53300', '0\n'], ['0.22,0.91,0.10,81.40,42.47,-36.50,0.49,-17.46,24.35,53311,0', ''], ['0.22', '0.91', '0.10', '81.40', '42.47', '-36.50', '0.49', '-17.46', '24.35', '53311', '0\n'], ['0.23,0.91,0.11,81.40,42.47,-36.50,2.44,-15.63,26.67,53322,0', ''], ['0.23', '0.91', '0.11', '81.40', '42.47', '-36.50', '2.44', '-15.63', '26.67', '53322', '0\n'], ['0.24,0.91,0.12,81.40,42.47,-36.50,4.82,-12.76,28.50,53334,0', ''], ['0.24', '0.91', '0.12', '81.40', '42.47', '-36.50', '4.82', '-12.76', '28.50', '53334', '0\n'], ['0.26,0.90,0.12,81.40,42.47,-36.50,6.77,-11.90,30.09,53345,0', ''], ['0.26', '0.90', '0.12', '81.40', '42.47', '-36.50', '6.77', '-11.90', '30.09', '53345', '0\n'], ['0.27,0.89,0.13,81.40,42.47,-36.50,7.51,-10.56,30.52,53356,0', ''], ['0.27', '0.89', '0.13', '81.40', '42.47', '-36.50', '7.51', '-10.56', '30.52', '53356', '0\n'], ['0.29,0.88,0.12,81.40,42.47,-36.50,8.67,-11.78,31.31,53367,0', ''], ['0.29', '0.88', '0.12', '81.40', '42.47', '-36.50', '8.67', '-11.78', '31.31', '53367', '0\n'], ['0.30,0.89,0.11,81.40,42.47,-36.50,9.09,-14.28,30.88,53378,0', ''], ['0.30', '0.89', '0.11', '81.40', '42.47', '-36.50', '9.09', '-14.28', '30.88', '53378', '0\n'], ['0.30,0.91,0.10,79.04,41.29,-35.36,9.58,-17.46,29.24,53390,0', ''], ['0.30', '0.91', '0.10', '79.04', '41.29', '-35.36', '9.58', '-17.46', '29.24', '53390', '0\n'], ['0.28,0.92,0.10,79.04,41.29,-35.36,8.79,-19.29,27.47,53401,0', ''], ['0.28', '0.92', '0.10', '79.04', '41.29', '-35.36', '8.79', '-19.29', '27.47', '53401', '0\n'], ['0.26,0.92,0.10,79.04,41.29,-35.36,8.54,-19.71,26.18,53412,0', ''], ['0.26', '0.92', '0.10', '79.04', '41.29', '-35.36', '8.54', '-19.71', '26.18', '53412', '0\n'], ['0.24,0.93,0.09,79.04,41.29,-35.36,8.54,-18.68,25.33,53424,0', ''], ['0.24', '0.93', '0.09', '79.04', '41.29', '-35.36', '8.54', '-18.68', '25.33', '53424', '0\n'], ['0.23,0.95,0.09,79.04,41.29,-35.36,8.54,-15.81,23.93,53436,0', ''], ['0.23', '0.95', '0.09', '79.04', '41.29', '-35.36', '8.54', '-15.81', '23.93', '53436', '0\n'], ['0.23,0.97,0.09,79.04,41.29,-35.36,8.42,-13.43,22.40,53447,0', ''], ['0.23', '0.97', '0.09', '79.04', '41.29', '-35.36', '8.42', '-13.43', '22.40', '53447', '0\n'], ['0.23,0.99,0.09,79.04,41.29,-35.36,8.42,-10.68,20.20,53459,0', ''], ['0.23', '0.99', '0.09', '79.04', '41.29', '-35.36', '8.42', '-10.68', '20.20', '53459', '0\n'], ['0.24,1.00,0.09,79.04,41.29,-35.36,8.97,-7.51,18.55,53470,0', ''], ['0.24', '1.00', '0.09', '79.04', '41.29', '-35.36', '8.97', '-7.51', '18.55', '53470', '0\n'], ['0.24,0.99,0.10,79.04,41.29,-35.36,9.52,-2.87,17.52,53481,0', ''], ['0.24', '0.99', '0.10', '79.04', '41.29', '-35.36', '9.52', '-2.87', '17.52', '53481', '0\n'], ['0.23,0.97,0.10,79.04,41.29,-35.36,9.77,1.89,16.91,53492,0', ''], ['0.23', '0.97', '0.10', '79.04', '41.29', '-35.36', '9.77', '1.89', '16.91', '53492', '0\n'], ['0.24,0.95,0.10,79.04,41.29,-35.36,10.56,5.31,17.15,53503,0', ''], ['0.24', '0.95', '0.10', '79.04', '41.29', '-35.36', '10.56', '5.31', '17.15', '53503', '0\n'], ['0.26,0.92,0.10,81.40,35.39,-38.78,10.62,7.45,17.88,53515,0', ''], ['0.26', '0.92', '0.10', '81.40', '35.39', '-38.78', '10.62', '7.45', '17.88', '53515', '0\n'], ['0.27,0.90,0.09,81.40,35.39,-38.78,11.17,7.26,18.25,53526,0', ''], ['0.27', '0.90', '0.09', '81.40', '35.39', '-38.78', '11.17', '7.26', '18.25', '53526', '0\n'], ['0.28,0.90,0.09,81.40,35.39,-38.78,11.41,5.07,18.01,53537,0', ''], ['0.28', '0.90', '0.09', '81.40', '35.39', '-38.78', '11.41', '5.07', '18.01', '53537', '0\n'], ['0.29,0.90,0.08,81.40,35.39,-38.78,11.60,0.67,17.94,53549,0', ''], ['0.29', '0.90', '0.08', '81.40', '35.39', '-38.78', '11.60', '0.67', '17.94', '53549', '0\n'], ['0.29,0.90,0.07,81.40,35.39,-38.78,12.02,-4.03,17.46,53560,0', ''], ['0.29', '0.90', '0.07', '81.40', '35.39', '-38.78', '12.02', '-4.03', '17.46', '53560', '0\n'], ['0.29,0.93,0.08,81.40,35.39,-38.78,11.66,-8.36,16.97,53571,0', ''], ['0.29', '0.93', '0.08', '81.40', '35.39', '-38.78', '11.66', '-8.36', '16.97', '53571', '0\n'], ['0.28,0.96,0.08,81.40,35.39,-38.78,11.05,-12.51,15.81,53582,0', ''], ['0.28', '0.96', '0.08', '81.40', '35.39', '-38.78', '11.05', '-12.51', '15.81', '53582', '0\n'], ['0.27,0.98,0.08,81.40,35.39,-38.78,10.19,-15.63,13.92,53593,0', ''], ['0.27', '0.98', '0.08', '81.40', '35.39', '-38.78', '10.19', '-15.63', '13.92', '53593', '0\n'], ['0.25,0.98,0.09,81.40,35.39,-38.78,9.09,-17.40,12.63,53604,0', ''], ['0.25', '0.98', '0.09', '81.40', '35.39', '-38.78', '9.09', '-17.40', '12.63', '53604', '0\n'], ['0.23,0.97,0.10,81.40,35.39,-38.78,8.67,-17.33,11.72,53616,0', ''], ['0.23', '0.97', '0.10', '81.40', '35.39', '-38.78', '8.67', '-17.33', '11.72', '53616', '0\n'], ['0.21,0.97,0.11,81.40,35.39,-38.78,8.24,-17.15,10.86,53627,0', ''], ['0.21', '0.97', '0.11', '81.40', '35.39', '-38.78', '8.24', '-17.15', '10.86', '53627', '0\n'], ['0.20,0.96,0.12,82.58,36.57,-36.50,8.42,-16.30,10.38,53638,0', ''], ['0.20', '0.96', '0.12', '82.58', '36.57', '-36.50', '8.42', '-16.30', '10.38', '53638', '0\n'], ['0.19,0.95,0.13,82.58,36.57,-36.50,8.48,-14.22,10.19,53649,0', ''], ['0.19', '0.95', '0.13', '82.58', '36.57', '-36.50', '8.48', '-14.22', '10.19', '53649', '0\n'], ['0.18,0.98,0.13,82.58,36.57,-36.50,8.73,-11.17,10.56,53660,0', ''], ['0.18', '0.98', '0.13', '82.58', '36.57', '-36.50', '8.73', '-11.17', '10.56', '53660', '0\n'], ['0.18,1.00,0.12,82.58,36.57,-36.50,8.67,-8.00,10.13,53671,0', ''], ['0.18', '1.00', '0.12', '82.58', '36.57', '-36.50', '8.67', '-8.00', '10.13', '53671', '0\n'], ['0.18,1.00,0.13,82.58,36.57,-36.50,8.30,-5.07,8.54,53682,0', ''], ['0.18', '1.00', '0.13', '82.58', '36.57', '-36.50', '8.30', '-5.07', '8.54', '53682', '0\n'], ['0.19,0.98,0.14,82.58,36.57,-36.50,7.63,-2.38,7.75,53693,0', ''], ['0.19', '0.98', '0.14', '82.58', '36.57', '-36.50', '7.63', '-2.38', '7.75', '53693', '0\n'], ['0.19,0.96,0.15,82.58,36.57,-36.50,8.24,-0.43,7.69,53704,0', ''], ['0.19', '0.96', '0.15', '82.58', '36.57', '-36.50', '8.24', '-0.43', '7.69', '53704', '0\n'], ['0.19,0.95,0.14,82.58,36.57,-36.50,8.97,0.12,8.06,53716,0', ''], ['0.19', '0.95', '0.14', '82.58', '36.57', '-36.50', '8.97', '0.12', '8.06', '53716', '0\n'], ['0.19,0.94,0.14,82.58,36.57,-36.50,9.03,-0.12,7.32,53728,0', ''], ['0.19', '0.94', '0.14', '82.58', '36.57', '-36.50', '9.03', '-0.12', '7.32', '53728', '0\n'], ['0.19,0.93,0.13,82.58,36.57,-36.50,9.64,-0.98,7.20,53739,0', ''], ['0.19', '0.93', '0.13', '82.58', '36.57', '-36.50', '9.64', '-0.98', '7.20', '53739', '0\n'], ['0.17,0.92,0.14,82.58,36.57,-36.50,9.95,-0.98,7.69,53751,0', ''], ['0.17', '0.92', '0.14', '82.58', '36.57', '-36.50', '9.95', '-0.98', '7.69', '53751', '0\n'], ['0.16,0.92,0.14,82.58,36.57,-36.50,10.80,-0.61,8.36,53762,0', ''], ['0.16', '0.92', '0.14', '82.58', '36.57', '-36.50', '10.80', '-0.61', '8.36', '53762', '0\n'], ['0.16,0.93,0.12,81.40,35.39,-38.78,11.41,0.43,8.79,53773,0', ''], ['0.16', '0.93', '0.12', '81.40', '35.39', '-38.78', '11.41', '0.43', '8.79', '53773', '0\n'], ['0.16,0.95,0.13,81.40,35.39,-38.78,11.78,1.59,9.40,53784,0', ''], ['0.16', '0.95', '0.13', '81.40', '35.39', '-38.78', '11.78', '1.59', '9.40', '53784', '0\n'], ['0.16,0.97,0.12,81.40,35.39,-38.78,11.72,1.89,9.40,53796,0', ''], ['0.16', '0.97', '0.12', '81.40', '35.39', '-38.78', '11.72', '1.89', '9.40', '53796', '0\n'], ['0.16,0.96,0.12,81.40,35.39,-38.78,11.23,1.83,9.09,53807,0', ''], ['0.16', '0.96', '0.12', '81.40', '35.39', '-38.78', '11.23', '1.83', '9.09', '53807', '0\n'], ['0.17,0.96,0.12,81.40,35.39,-38.78,10.25,1.71,8.97,53818,0', ''], ['0.17', '0.96', '0.12', '81.40', '35.39', '-38.78', '10.25', '1.71', '8.97', '53818', '0\n'], ['0.18,0.96,0.12,81.40,35.39,-38.78,9.40,0.55,9.09,53829,0', ''], ['0.18', '0.96', '0.12', '81.40', '35.39', '-38.78', '9.40', '0.55', '9.09', '53829', '0\n'], ['0.18,0.95,0.12,81.40,35.39,-38.78,8.30,-1.04,8.67,53840,0', ''], ['0.18', '0.95', '0.12', '81.40', '35.39', '-38.78', '8.30', '-1.04', '8.67', '53840', '0\n'], ['0.18,0.95,0.13,81.40,35.39,-38.78,8.12,-2.50,8.18,53852,0', ''], ['0.18', '0.95', '0.13', '81.40', '35.39', '-38.78', '8.12', '-2.50', '8.18', '53852', '0\n'], ['0.17,0.94,0.13,81.40,35.39,-38.78,7.75,-3.42,8.18,53863,0', ''], ['0.17', '0.94', '0.13', '81.40', '35.39', '-38.78', '7.75', '-3.42', '8.18', '53863', '0\n'], ['0.17,0.94,0.14,81.40,35.39,-38.78,7.93,-3.48,8.06,53875,0', ''], ['0.17', '0.94', '0.14', '81.40', '35.39', '-38.78', '7.93', '-3.48', '8.06', '53875', '0\n'], ['0.16,0.94,0.13,81.40,35.39,-38.78,8.48,-3.30,7.87,53886,0', ''], ['0.16', '0.94', '0.13', '81.40', '35.39', '-38.78', '8.48', '-3.30', '7.87', '53886', '0\n'], ['0.16,0.94,0.13,83.76,34.21,-38.78,8.24,-2.44,7.87,53898,0', ''], ['0.16', '0.94', '0.13', '83.76', '34.21', '-38.78', '8.24', '-2.44', '7.87', '53898', '0\n'], ['0.16,0.94,0.14,83.76,34.21,-38.78,8.54,-2.14,7.51,53909,0', ''], ['0.16', '0.94', '0.14', '83.76', '34.21', '-38.78', '8.54', '-2.14', '7.51', '53909', '0\n'], 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import pandas as pd
import matplotlib.pyplot as plt

# Load the data into a pandas DataFrame for easier manipulation
data_df = pd.read_csv('C:\\Users\\seaso\\Desktop\\Mehendi\\putty.log', header=None)

# Extracting individual columns for accelerometer and gyroscope data
aX = data_df[0].astype(float)
aY = data_df[1].astype(float)
aZ = data_df[2].astype(float)
bX = data_df[6].astype(float)
bY = data_df[7].astype(float)
bZ = data_df[8].astype(float)
t = list(range(len(aX)))  # Assuming consecutive time intervals
I = data_df[10].astype(float)

# Plotting Acceleration X-axis
plt.figure(figsize=(14, 4))
plt.plot(t, aX)
plt.xlabel('Time')
plt.ylabel("Acceleration X-axis")
plt.title('Acceleration X-axis over Time')
plt.show()

# Plotting Acceleration Y-axis
plt.figure(figsize=(14, 4))
plt.plot(t, aY)
plt.xlabel('Time')
plt.ylabel("Acceleration Y-axis")
plt.title('Acceleration Y-axis over Time')
plt.show()

# Plotting Acceleration Z-axis
plt.figure(figsize=(14, 4))
plt.plot(t, aZ)
plt.xlabel('Time')
plt.ylabel("Acceleration Z-axis")
plt.title('Acceleration Z-axis over Time')
plt.show()

# Plotting Gyroscope X-axis
plt.figure(figsize=(14, 4))
plt.plot(t, bX)
plt.xlabel('Time')
plt.ylabel("Gyroscope X-axis")
plt.title('Gyroscope X-axis over Time')
plt.show()

# Plotting Gyroscope Y-axis
plt.figure(figsize=(14, 4))
plt.plot(t, bY)
plt.xlabel('Time')
plt.ylabel("Gyroscope Y-axis")
plt.title('Gyroscope Y-axis over Time')
plt.show()

# Plotting Gyroscope Z-axis
plt.figure(figsize=(14, 4))
plt.plot(t, bZ)
plt.xlabel('Time')
plt.ylabel("Gyroscope Z-axis")
plt.title('Gyroscope Z-axis over Time')
plt.show()


import pandas as pd

# Load the data into a pandas DataFrame (this should be your complete dataset)
data_df = pd.read_csv('C:/Users/seaso/Desktop/Mehendi/putty.log', header=None)

# Define the start and end indices for clipping
start_index = 100
end_index = 15500

# Clip the DataFrame to include only the data between the start and end indices
clipped_data_df = data_df.iloc[start_index:end_index]

# Print out the length of the clipped data to verify
print(f"Length of the clipped data: {len(clipped_data_df)}")

Length of the clipped data: 14433


# Determine the chunk size
chunk_size = 20

# Create a list to hold chunks
chunks = [clipped_data_df.iloc[i:i + chunk_size] for i in range(0, clipped_data_df.shape[0], chunk_size)]

# Print the number of chunks and display the first chunk to verify
print(f"Total number of chunks created: {len(chunks)}")
print("First chunk:")
print(chunks[0])

Total number of chunks created: 722
First chunk:
       0     1     2      3      4      5      6      7      8      9   10
100  0.24  0.99  0.07  82.58  33.03 -38.78  -9.95 -15.26  -5.19  54307   0
101  0.25  0.97  0.06  82.58  33.03 -38.78 -11.11 -20.08  -6.23  54319   0
102  0.27  0.97  0.06  82.58  33.03 -38.78 -12.94 -24.23  -7.14  54330   0
103  0.30  0.97  0.06  82.58  33.03 -38.78 -14.83 -28.44  -8.73  54341   0
104  0.33  0.97  0.05  82.58  33.03 -38.78 -16.24 -33.87 -11.78  54353   0
105  0.35  0.97  0.06  82.58  33.03 -38.78 -16.60 -40.34 -15.75  54364   0
106  0.37  0.97  0.06  82.58  33.03 -38.78 -16.72 -47.12 -19.41  54376   0
107  0.37  0.97  0.07  82.58  33.03 -38.78 -17.21 -52.31 -21.61  54387   0
108  0.36  0.97  0.07  82.58  34.21 -38.78 -18.01 -57.25 -23.80  54399   0
109  0.36  0.97  0.08  82.58  34.21 -38.78 -18.25 -62.13 -24.29  54411   0
110  0.36  0.99  0.08  82.58  34.21 -38.78 -17.27 -66.47 -26.12  54422   0
111  0.36  1.00  0.08  82.58  34.21 -38.78 -16.11 -70.92 -29.36  54433   0
112  0.36  0.99  0.08  82.58  34.21 -38.78 -15.08 -73.06 -32.17  54444   0
113  0.35  0.99  0.10  82.58  34.21 -38.78 -13.37 -74.22 -35.46  54455   0
114  0.34  0.99  0.11  82.58  34.21 -38.78 -11.90 -75.07 -39.31  54466   0
115  0.33  0.99  0.11  82.58  34.21 -38.78 -10.13 -77.39 -41.87  54478   0
116  0.31  1.01  0.10  82.58  34.21 -38.78  -8.06 -81.60 -44.49  54489   0
117  0.31  1.00  0.11  82.58  34.21 -38.78  -5.68 -82.09 -47.42  54500   0
118  0.31  0.99  0.11  82.58  34.21 -38.78  -2.32 -82.34 -50.23  54512   0
119  0.32  1.00  0.12  81.40  42.47 -37.64   0.12 -81.36 -52.37  54523   0


import numpy as np

# Define functions for each feature
def rms(chunk):
    return np.sqrt(np.mean(chunk**2))

def slope_sign_changes(chunk):
    sign_changes = np.diff(np.sign(np.diff(chunk)))
    return np.sum(sign_changes != 0)

def positive_peaks(chunk):
    return np.sum((chunk > np.roll(chunk, 1)) & (chunk > np.roll(chunk, -1)))

def negative_peaks(chunk):
    return np.sum((chunk < np.roll(chunk, 1)) & (chunk < np.roll(chunk, -1)))

def zero_crossings(chunk):
    return ((chunk[:-1] * chunk[1:]) < 0).sum()

# Initialize an empty list to store the feature vectors
feature_vectors = []

# Iterate over each chunk and calculate features
for chunk in chunks:
    features = []
    for col in chunk.columns:
        column_data = chunk[col]
        features.extend([
            np.mean(column_data),
            rms(column_data),
            slope_sign_changes(column_data),
            positive_peaks(column_data),
            negative_peaks(column_data),
            zero_crossings(column_data)
        ])
    feature_vectors.append(features)

# Now 'feature_vectors' contains the feature vector for each chunk


# After the for-loop that populates 'feature_vectors'
print("Features from the first chunk:")
print(feature_vectors[0])

Features from the first chunk:
[0.32749999999999996, 0.3296892476256998, 6, 1, 1, 0, 0.9834999999999999, 0.9835878201767242, 7, 3, 1, 0, 0.08200000000000003, 0.08473488065725944, 14, 1, 2, 0, 82.52099999999999, 82.52140073944456, 1, 0, 1, 0, 34.15100000000001, 34.208999693063234, 3, 1, 0, 0, -38.723, 38.723797076216584, 1, 1, 0, 0, -12.583, 13.588722898050428, 1, 1, 1, 0, -57.277499999999996, 61.48840236174623, 1, 1, 1, 0, -27.1365, 30.99080549130661, 0, 1, 1, 0, 54415.45, 54415.48939915914, 0, 1, 1, 0, 0.0, 0.0, 0, 0, 0, 0]


len(aX)

14533


def slope_sign_change(arr):
    """
    Checks if there is a sign change in the slope of the array.
    Returns the count of sign changes.
    """
    sc = 0
    for i in range(len(arr)-2):
        slope1 = arr[i+1] - arr[i]
        slope2 = arr[i+2] - arr[i+1]
        if slope1 * slope2 < 0:
            sc += 1
    return sc

# Now test the function
arr = [1, 2, -1, -2, 1]
a = slope_sign_change(arr)
print(a)  # Should print the number of sign changes

2


a = slope_sign_change([1, 2, -1, -2, 1])


print(a)

2


arr=np.array([1, 2, -1, -2, 1])


sc = 0
for i in range(len(arr)-2):
    slope1 = arr[i+1] - arr[i]
    slope2 = arr[i+2] - arr[i+1]
    if slope1 * slope2 < 0:
        sc += 1
print (sc)

2


import matplotlib.pyplot as plt
from mpl_toolkits.mplot3d import Axes3D

# Suppose 'feature_vectors' is your list of lists with extracted features
# and each sub-list corresponds to a window's features.

# For this example, let's create some dummy data to represent 'feature_vectors'
# Here, each sub-list represents a window's features
feature_vectors = [
    [1, 0.1, 2, 1, 0],  # Features for Window 1
    [1.1, 0.2, 1, 1, 1],  # Features for Window 2
    [0.9, 0.3, 3, 2, 0],  # Features for Window 3
    # ... more windows
]

# Convert feature_vectors to a NumPy array for easier handling
import numpy as np
feature_matrix = np.array(feature_vectors)

# We'll create dummy labels for our axes, replace these with your actual feature names
feature_labels = ['Mean', 'RMS', '#SlopeSignChange', '#PositivePeak', '#NegativePeak']

# Now we will plot this in a 3D plot
fig = plt.figure(figsize=(10, 7))
ax = fig.add_subplot(111, projection='3d')

# Create a grid for X and Y dimensions
X, Y = np.meshgrid(range(feature_matrix.shape[1]), range(feature_matrix.shape[0]))

# We will stack the features along the Z axis
Z = feature_matrix

# We can't plot lines in 3D directly, but we can plot each point and visually inspect the structure
for i in range(feature_matrix.shape[1]):  # For each feature
    ax.scatter(X[:, i], Y[:, i], Z[:, i], label=feature_labels[i])

# Set labels for axes
ax.set_xlabel('Feature')
ax.set_ylabel('Window')
ax.set_zlabel('Value')

# Set ticks for features on the X axis
ax.set_xticks(range(len(feature_labels)))
ax.set_xticklabels(feature_labels, rotation=45, ha='right')

# Adding legend to describe each feature
ax.legend()

plt.show()

Assignment 1: Get Familiar with Python and Data Processing¶